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Last updated on 2021-07-24

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Orçun Gümüş

Data Scientist

Education

M.Sc., Data Science

Swiss Federal Institute of Technology in Lausanne

Lausanne, Switzerland

2020 - 2017

  • CGPA: 5.11 / 6
  • Granted /w TEV International Scholarship

B.Sc., Computer Science

Bilkent University

Ankara, Turkey

2017 - 2012

  • CGPA: 3.72 / 4
  • Ranked top 5%
  • Granted /w full tuition waiver

Semester Abroad, Computer Science

Swiss Federal Institute of Technology in Lausanne

Lausanne, Switzerland

2015

  • GPA: 5.14/6
  • Granted /w SEMP Scholarship

High School, Science

Galatasaray High School

Istanbul, Turkey

2012 - 2007

Employment

Mckinsey & Company

Senior Data Scientist

Istanbul, Turkey

present - 2019

  • Lead a team in a major Azarbaijan bank for implementation of a probability of default model and limit optimization strategies on street customers
  • E2E implementation of a product that is used in multiple clients in petrochemical industry, that includes modelling steam and electricity components in petrochemical plants using bayesian inference & causal inferance and dynamic optimization of steam and power generation under time-varying power load using mixed integer programming
  • High accuracy electricity price forecasts in a joint efford with Quantumblack and imbalance position optimization for major electricity supliers in Turkey using bayesian probabilistic programming with state space timeseries modelling on electricity demand and capacity

Position History

  • Senior Data Scientist (December 2020–present)
  • Data Scientist (June 2020–December 2020)
  • Summer Analyst (June 2019–September 2019)

Wageningen University & Research

Researcher

Wageningen, Netherlands

2019

  • Real-time optimization of nonlinear, complex and black-box greenhouse management system using reinforcement learning

Somed Analytics

Co-founder

Istanbul, Turkey

2017 - 2016

  • Build ML algorithms that helps brands in marketting strategies using network analysis on Instagram data for targetted ads

TAZI AI Systems & Teradata Corporation

Data Science Internships

Istanbul, Turkey

2016 - 2015

Publications

Improving greenhouse management using AI-driven decision making systems

Orcun, G. (2020). Improving greenhouse management using AI-driven decision making systems [Master thesis, Wageningen University & Research]. NA.

N/A

2020

Joint Sequential Data Prediction with Multi-stream Stacked LSTM Network

Nguyen, T. T., Gumus, O., Nguyen, T., Hung, N., Hexel, R., & Jo, J. (2019). Joint Sequential Data Prediction with Multi-stream Stacked LSTM Network. ** (pp. ). Australasian Conference on Data Mining. https://doi.org/10.1007/978-981-15-1699-3_7

N/A

2019

Teaching Assistantships

Internet Analytics, Swiss Federal Institute of Technology in Lausanne

A course about graph processing, recommender systems,clustering and PCA EPFL Course Link

N/A

2018

Large Scale Data Analysis, Bilkent University

A courseabout Markov chains, PageRank, Map Reduce and collaborative filtering Bilkent Course Link

N/A

2016

Awards and service

Professional Awards

  • Istanbul Earthquake Datathon, second place winner (2020)
  • European Smart Agri Hubs Life Science Hackathon, third place winner (2019)
  • Dean’s High Honor Roll (8 Semester), Bilkent University (2012–2017)
  • B/S/H/ Hausgerate Big Data Hackathon, first place winner (2016)
  • Scientific and Technological Research Council of Turkey, first place winner in computer science category (2012)
  • National Entrance Exams, ranked among the top 0.1% among 1.8 million candidates (2012)
  • Infomatrix, International Computer Project Competition, bronze medal recipient in computer science category (2011)
  • Mostratec, Brazilian Science Fair, gold medal recipient in computer science category (2011)

N/A

Transparency International anti-corruption award recipient

Project owner for democratization of city plans using recent technological developments in 3D building detection and modeling from Aerial LIDAR data

N/A

2020

President of Bilkent eurogame entertainment club

N/A

N/A

2017 - 2013